1 Gentle Introduction to Machine Learning

• Introduction
• Unsupervised Learning
• Supervised Learning

2 Knowledge Mining

Class:

• Introduction
• Exploratory Data Analysis
• Linear regression
• Classification
• Resampliing
• Linear Model Selection
• Non-linear Models

3 Data Methods

Class:

• Introduction
• Survey
• Experiments
• Qualitative Data
• Focus Group Research
• Text Data
• Web Data
• Ethics and Privacy

4 Data Programming

Online book:

• English
• Chinese (中文）

Programming toolbox

5 Big Data in STEM

• Class link
• GitHub

6 Information Management

7 Data Visualization

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